How to Give a Good Talk?
Arnaud Legout
INRIA, Sophia Antipolis EPI Planète
Email: arnaud.legout@inria.fr
Presentations
are a
fundamental part of
research
excellence
Why?
Research and Marketing
The best researchers in the world learned how
to sell their work
To the community: visibility, impact
To students: attract graduate students
To commissions: funding, promotion
To the public: increase attraction of your field, fame
Goals of a Presentation
Give the audience the intuition of your idea
Make the audience eager
To read your paper To ask you questions
To discuss with you
Build relationship
Create a reputation
Get feedback
Goals of a Presentation
Show you can make great presentations
Big plus in a career Conversely, a poor presentation can kill an application to a new position
Each talk is an interview talk
Can You Trust Me?
Make your own opinion
Attend/watch presentations
Mimic presentations you understand/like
• Big plus if it is not your field
Never ever consider simplicity
and clarity
as a
proof of weakness: this is talent
You can violate the rules if you have a very
good reason to do so
Focus of This Talk
Broadly applicable advices for any kind of talks
Some specifics for scientific talks
Complex figures Equations
Methodology
Proof
Outline
Why should you bother doing talks?
How to structure your talk?
How to make your slides?
How to give your talk?
Great talks examples
Tel
l
a
Cl
ear
and
Convi
nci
ng Story
Define First Your Message
The audience will remember at most one
single message
Which message you want to audience to remember?
Can you express this message in less than a minute in an elevator?
Tailor you talk according to this message
Don’t
Do Not Present Too Much
Common pitfall
“I did a lot and I will present every single bit of my
work. They will be impressed!”
• That shows you are unable to deliver a message
Do not hesitate to cut your results
Better to present 10% the entire audience gets than 90% nobody gets
Adapt to the Audience
The
entire
audience must understand your talk
Better to explain notions a part of the audiencealready knows than to lose another part during the talk
Do not overestimate the knowledge of the
audience in your field
Give a Structure to Your Talk
Give a background
Adapt to the audience
Adapt the technical granularity of your presentation
Make it fun and catchy
Motivate your work
Why is the subject important and interesting?
Focus of your work
What is this presentation/work about in a single
Give a Structure to Your Talk
Show methodology and tools
Show results
Clearly show your contributions
Conclude with a summary of contributions
Impact of this work Future work rarely makes sense unless you are really planning future work
Tell a story
from the background to the
Give a Structure to Your Talk
Give an outline
You can give it first before or after (better) the background
Repeat the outline before each new part
Use color to show where you are
Make clear the structure of your talk to the
audience
No suspense
Give a Structure to Your Talk
No need to go deep into related work (unless
it is a survey)
Your contributions must be the core
But, be prepared to discuss related work
Alternate Structures
You need to know what you are doing
More original means more risks
Alternate questions and answers
Appropriate for tutorials and general talks
Less appropriate for technical talks
• But, can be used to introduce the problem and each contribution
Alternate Structures
No slides
Need to be a very strong speaker
Need a very well structured presentation
Need a very high effort from the audience
• You must transmit energy
Some (lazy) people don’t like such presentation
Make Summaries
For each important result
At the end of each part of your talk
Clearly show the take home messages
Anticipate Q&A
Q&A are part of the talk, don’t underestimate
its importance
Prepare backup slides
Very impressive when it works
You can put technical details or results you did not have time to address in them
Be prepared to answer questions
Rehearse with colleaguesQuestions You Must Ask Before
You Prepare Your Talk
My goal?
My single message?
Audience?
Background, knowledge, size, expectations
Duration?
For the talk, for the questions
Room characteristics?
Size, position of the screen, my position
Adapt your talk and material
to each context
Outline
Why should you bother doing talks?
How to structure your talk?
How to make your slides?
How to give your talk?
Great talks examples
Clarity and simplicity
“You give the talk, slides
support it. Never compete
with them, you will lose!”
The Story Before the Slides
Define first your story before making any slide
The slides must not define or constrain the story
Make slides to illustrate and support your
story
Slide Template
Avoid overloaded templates
Frequent with some companies that like to justify a costly graphical identity
Unless you have a graphical talent,
keep it simple
Make a clear distinction between the title and the rest
Do not use complex headers or footers
• No need to give the presentation title, affiliation,
How to give a good talk > How to make your slides > Slide Template
Use Slide Numbers
How do you know which slide it is over 30?
“The slide whose title is ‘Use Slide Numbers’”
“The slide after ‘Presentation Guidelines’”
“I don’t remember, go back, again, again, again,
again, stop… yes this one!”
Used to ask questions and to practice
Used during audio or video conferences
At least 20 pt
Use Slide Numbers
In some cases, it is useful to also add the total
number of slides
For a defense or a short talk
• Easy way for the jury or the audience to assess whether you are close to the conclusion and will not exceed
your allocated time
For longer talks don’t show the total number
A large number of remaining slides might be discouraging
Use non-serif fonts (times)
Serif fonts are hard to read
Line width is not uniform Thin lines may not render well with all projector types
Hard to read from the back
Use
Arial: looks formal, very (may be too) popular
Tahoma: plain
Use non-serif fonts (Arial)
Serif fonts hard to read
Line width is not uniform
Thin lines may not render well with all projector types
Hard to read from the back
Use
Arial: looks formal, very (may be too) popular
Tahoma: plain
Calibri: good alternative to arial
Use non-serif fonts (Tahoma)
Serif fonts hard to read
Line width is not uniform
Thin lines may not render well with all projector types
Hard to read from the back
Use
Arial: looks formal, very (may be too) popular
Tahoma: plain
Use non-serif fonts (Calibri)
Serif fonts hard to read
Line width is not uniform Thin lines may not render well with all projector types
Hard to read from the back
Use
Arial: looks formal, very (may be too) popular
Tahoma: plain
Calibri: good alternative to arial
Use non-serif fonts (Century G.)
Serif fonts hard to read
Line width is not uniform
Thin lines may not render well with all projector types
Hard to read from the back
Use
Arial: looks formal, very (may be too) popular
Tahoma: plain
The Ban Comic Sans Campaign
Some people hate the comic sans font
http://bancomicsans.com
Reasons
Ubiquitous
Childish, immature, naïve Inappropriately used
Designed at Microsoft
The Ban Comic Sans Campaign
Safe side to do not use it
Be aware you might upset the audience Don’t use it for a job application
I used it in my lectures starting in 2005
I believed it looks less scary than Arial for
students
Dropped it in late 2011 (I prefer Calibri now)
It is very rare today in academic
Use Large Fonts
Font must be larger than 24pt (here it is 32pt)
Font must be larger than 24pt (here it is 24pt) Font must be larger than 24pt (here it is 20pt)
Font must be larger than 24pt (here it is 18pt)
Font must be larger than 24pt (here it is 16pt) Font must be larger than 24pt (here it is 14pt)
Where do you stop to read it from the back?
Consider poor projectors, poor screens, poor eyesBe neaT
Do YOU like
• slides with sppell check erors
• Inconsistant:
– Capitalisation
– Bullet.
– Struture,
– font;
Ugly slides
poor use of symbol !!!
Be Neat
Do you like
Slides with spell check errors
Inconsistent
• Capitalization
• Bullets
• Structure
• Font
Ugly slides
Poor use of symbols
No Punctuation Mark.
No punctuation mark:
At the end of sentences:• Period (.) ,
• Colon (:),
• Semi-colon (;),
• Comma (,).
Apart from:
• Question marks (?),
• Exclamation marks (!).
No Punctuation Mark
No punctuation mark
At the end of sentences• Period (.)
• Colon (:)
• Semi-colon (;)
• Comma (,)
Apart from
• Question marks (?)
• Exclamation marks (!)
Use Meaningful Titles
The title should summarize the slide content
Do not use a same title with an increasing
number
Introduction 1/5
Introduction 2/5
Etc.
Poor variant “cont.”
How Many Colors?
No more than three
colors on a slide
Here I have four
Use easy to distinguish colors like dark
Blue, Red, and Green
Use colors to emphasize an important word
May be used to remind you to develop keypointsHow Many Colors?
No more than three
colors on a slide
Here I have three
Use easy to distinguish colors like dark
Blue, Red, and Black
Use colors to emphasize an important word
May be used to remind you to develop keypointsBackground Colors
Never use light colors or low contrast
They may not render wellNever use light colors or low contrast They may not render well
Never use light colors or low contrast They may not render well
Never use light colors or low contrast They may not render well
No
No
Yes
Yes, but ugly
Background Colors
I like this one
Quite relaxing to look at such slides
Looks clean and simple
Seems to work well with colors too
Red, Blue, Green (favor light colors) Be careful with contrast
• When there is light in the room, contrast is lower
• You don’t have control on it, consider the worst case
Background Colors
Don’t use thin fonts
They may not render well
I don’t have much experience with this
background
Seems to become more popular
Try it and make your own opinion
Colors and Projectors
The universal rule
Projectors never render colors as you expect
Be prepared to
Red that looks pink or orange
Blue that looks purple
Yellow that is invisible (never use yellow)
Never use colors that are too close
Dark green, red, and blue is the safe side
Be Concise
Do not write complete sentences as they make your message obfuscated in long lines of text
Never forget that nobody can read your slides and listen to you at the same time unless you are reading what is in your slides. But, you must not read your slides, this is boring
Omit technical details, there is no chance to explain
everything in a single presentation. Instead, you should make the audience eager to read your work
Do not believe complexity will impress your audience, it will simply make you look unable to express your idea
Be Concise
Write small sentences
Do not compete with your slides
You give the message, the slides support it
Do not dig into details
Just deliver a message Give a preview of your work/paper
Be simple in your explanations
Should I Show One Bullet at a Time?
Perfectly fine to show the entire slide if it is
concise
No need to over animate
When appropriate, I like to show the title alone to introduce the slide
But, if you feel you compete with your slides,
show one (or a few bullets) at a time
Rule of thumb: do not animate bullets (or block of bullets) on which you discuss less than 20 to 30s
Should I Show One Bullet at a Time?
But, never ever
Animate
Bullets
Too Fast
Best way to compete with your slide
In case of doubt, don’t animate
Safe side
Figures, pictures,
animations
Use Large S
ymbol
s
Use Thi
ck So
lid Li
nes and C
ol
ors
53
Never
Use Camera Ready Fi
gures
Use Pictures
High quality and full screen
Illustrate concrete idea
The Solar System (Poor)
8 planets
Mercury Venus
Earth
Mars
Jupiter
Saturn
Uranus
The Solar System (Still Poor)
8 planets
Mercury Venus
Earth
Mars
Jupiter
Saturn
Uranus
Neptune
The Sol
ar S
ystem
(Good
)
Evolution of Communication (Poor)
Radio
TV
Web
Smartphones
Radio
TV
Web
Smartphones
Evolution of Communication (Still
Poor)
Evol
uti
on
of Communi
cati
on
(Good
)
61
Do Not Over Illustrate
Do not use
Irrelevant illustrations
Weak metaphors
Animated images
Use Semantic Animations
Use Illustrations
Make your point clear and simple
Give a mental image people are more likely to
remember
Always use a figure instead of a table
Without Illustrations (Poor)
Prior to distribution
Content split multiple pieces
Metainfo file created by the content provider
To join a torrent
Peer P retrieves metainfo file from a well-known website
P contacts the tracker
The tracker responds back with a peer set of randomly selected peers
P contacts peers in this set and start requesting different pieces of the content
With Illustrations (Better)
Web server
Tracker coolContent.torrent
random peer set
P1 P2 P3
coolContent.xvid
Use Enlightening Animations
Animations must make complex idea
simple to grasp
No magic, it is a lot of work to make
Here are two examples
Use Enlightening Animations:
P2P case
P2P
Client-server
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Use Enlightening Animations:
Sieve of Eratosthenes
A number is prime if it can only be divided by 1 or by itself
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Use Enlightening Animations:
Sieve of Eratosthenes
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Use Enlightening Animations:
Sieve of Eratosthenes
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Use Enlightening Animations:
Sieve of Eratosthenes
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Use Enlightening Animations:
Sieve of Eratosthenes
Do Not Over Animate
It is disturbing
Annoying
Useless
Design and
Presentation Zen
Should you focus on the design of the slides?
Question of time and money Address issues by order of priority 1. A well defined and clear message 2. A well structured (and fun) story 3. Adapt to the audience
4. Tell your story with passion (you are already top 1%) 5. Make beautiful slides
Slides are not the talk, they just support it
Design and
Presentation Zen
You cannot compete with Steve Jobs
He had an army of collaborators working on the keynotes
He had a visionary designer talent and stunning charisma
But, you can get close by targeting
clarity and simplicity
To improve your design skills read
Clarity and simplicity (Poor)
You give the talk
slides support it
Never compete with them, you will lose!
Clarity and simplicity
“You give the talk, slides
support it. Never compete
with them, you will lose!”
(good)
Clarity and simplicity
“You give the talk, slides
support it. Never compete
with them, you will lose!”
(good)
Why You Have So Much Text in
Your Slides?
I am giving a lecture
There is not a single or a few messages, but a lot of technical details that you have to learn
I am using my slides as the material for my lecture
• This can be disputed, the other option is to use a companion text document
• But, I am putting in slides what I would write on a
board (I have horrible hand written skills, believe me!)
Why You Have So Much Text in
Your Slides?
For any other public talk from 5 to 30 minutes
(that is, 99% of the talks you will have to give)
Very few text
A lot of illustrations
See annex 1 (at the end of the slide set) for one of my 20 minutes talk
For longer talks (tutorial, lectures…)
You might need text
But, focus on clarity, simplicity, and illustrations
Outline
Why should you bother doing talks?
How to structure your talk?
How to make your slides?
How to give your talk?
Great talks examples
Practice
Have fun
Practice
Practice Practice
How to Show Something on a
Slide?
You can touch the screen
Really touch the screen• Don’t shake the hand 5 meters in front of the screen
Not always possible
• Screen might be too high or too far
Not the most professional solution
How to Show Something on a
Slide?
You can use neat animations
Works in any case Safe side
Many excellent options
• Square, circles, ovals, arrows, etc.
• See examples in the following
But, never use a laser pointer
Show you are lazy and unprofessional
Aren’t you shaking?
Use Thi
ck Li
nes
36kB/
s
Use Thick Lines
20 19
slow medium fast
Use Arrows
Cumul a ted in ter -AS tr a ffi c (TB) 41% savingsUse Semi-Transparent Squares
Don’t Use 3D Charts
Use 2
D C
hart
s wi
th
Lege
nd Ins
ide
91
Explain All Slides
Never present a slide you do not explain in
details
Always drop a slide if you present it for less than 30 seconds
Spend time on complex figures or drop them
Spend time on equations or drop them
Talk on transition slides (e.g., outline reminders) or drop them
•
Minimum Explanation
For each
figure you must
Give for each of the x-axis, y-axis, and z-axis
• Label, unit, scale (if log scale)
Give the legend
Explain all symbols
Take an example to illustrate a specific point in the figure
• Very useful if the figure is complex
High peer availability
Low peer availability
Example for a Figure
Incr easi ng peer a vai labi li ty
3 to 12612 seeds 0 to 1 seed
20th 50th
80th
Exampl
e for an Equa
ti
on
95
But, Prefer the Figure to the
Equation
Introduce and Summarize Slides
For each important slide
Say a one sentence introduction
• What you are going to discuss now
Say a one sentence summary
• If the audience has to remember a single sentence it is this one
For very important results,
show the take home message
Be Redundant
Repeat several times
I’m going to explain…
My explanation is…
I just explained…
Never too much redundancy
Never Go Back
It is bad habit to go back to a previous slide
If you forgot something, just tell it If you need a previously shown image, add it again
Navigating within slides will lose your
audience
Never Exceed Your Allocated Time
This is a lack of respect for the audience and
the next speakers
Not admissible, not professional
Should never happen if you are well prepared
Never Exceed Your Allocated Time
In case you feel you will exceed the allocated
time
Drop slides
No problem to drop a full part
Never drop summary of contributions
Never stop in the middle of somewhere
One Slide Every Two Minutes
Usually everybody agrees
Now, count!
10 minutes means 5 slides
20 minutes means 10 slides
How many slides do you have for a 20 minutes talk?
• I have seen for 20 minutes people with more than 50 slides full of text!
One Slide Every Two Minutes
You can violate this rule if
You have time to explain in details all slides
You will not exceed your allocated time
You will not speak much faster
Hard to spend on average per slide
less than 1 minute (really short) more than 3 minutes (start to be boring)
Use a Watch
On a room wall, in front of you
So that you can see it, but not the audience
On your desk
Digital one with large enough numbers
On PowerPoint
Presenter mode
• Very convenient, you can get comments and a few slides before and after the current one
For Long Talks
Several hours to several days
Make often summaries• At the end of each part
• After each break
• At the beginning of each new day
Involve the audience
• “Jon, what do you remember from the last hour?” • “Jim, can you in few words explain me this part?” • But, don’t be too pushy: it is not an exam!
•
Q&A
Reformulate questions
Make sure you understood them
Make sure everybody hear them
Be concise in your answer
Do not start a discussion
“I propose to continue this interesting discussion
during the break. Another question?”
Q&A
Never bluff or lie
Acknowledge when you don’t have the
answer
“Thank you for that point, I don’t have an answer
now. We will definitely look at it.”
“I don’t know this article, but it looks similar to
what we did. Can you send me the pointer?”
Never forget to send back your answer by email
Q&A
Questions might be
Aggressive Stupid (most of the time, such questions show you made a poor presentation)
Hard to answer
Showing you are wrong
In any case never
Lie, aggress, or complain
Q&A
During a conference
, if you don’t understand
the question
Try to reformulate based on what you got
If after one try you still don’t understand it
• Ask the session chair
If after two tries nobody got it
• Don’t start a discussion at that point • Propose to take it off-line after the talk
Use Your Body
Use eye contact
Do not stare (no more than 10 seconds)
Do not avert or switch fast
Use your hands
To support visually what you say
You can walk, but
Do not stand in front of your slides
Do not continuously walk along a line
Use Your Body
Stay in front of the audience
Aside the slides, but not in front of them
Do not show your back or your side
Do not persistently move while speaking
Use Your Voice
Make a short pause before each important
message
In the order of a few seconds
Pauses are even more effective than raising voice
The rhythm of the speech is what makes a big
difference to catch the attention
Use Your Voice
Vary your voice level
Speaking softly catch better the attention than speaking even louder
• Alternating loud and soft speech catch the best the attention
• You need to practice a lot to find the right balance
My rule of thumb
• Make a pause and speak softly before a very important result
Never read your slides or notes
Show Enthusiasm
If you don’t show enthusiasm presenting your
own work, do you really believe that the
audience will be enthusiastic
Listening to you
Reading your work
Inviting you
Discussing with you
Use a Second Screen
Do not look at your slides on the primary
screen
You must not show your back to the audience
Hard to keep the eye contact this way
Use instead a second screen (in clone or
extended view)
Place it appropriately
• Stay in front of the audience when you look at the slides
Hard to see you are looking at the slides
Use a Remote Controller
Seamlessly synchronize your talk with your slides
Freedom to move Most professional
Use a simple remote controller
Forward, backward, hide slides (black screen)
Small enough to fit well in the hand
• Never use a wireless mouse
Do not shake or point-toward-the-slides the
Practice
Best speakers practice the most
No improvisation or spontaneity To look spontaneous you even need to practice more
Stand up and speak with loud voice to practice
Practice at least once using a projector
Practice with colleagues (once well trained)
The shorter the talk the more you have to
practice
Practice
To prepare a 20 minutes talk
Three days for a first version of the slides
Around 10 rehearsal in front of my desk
Around 5 “in situation” rehearsal
• Final version of the slides
• Stand up
• Speak loud
• May use a real projector
• Stringent time constraint
Practice vs. Energy
How to project energy if you lost it during
rehearsals?
Don’t repeat the day of your presentation and
only once the day before
Sleep well the night before
Convert your stress into energy
Practice vs. Energy
Practice permits to control the energy
Theatre actors performing on stage every day have to project a lot of energy
• The more they perform, the more the energy they project is appropriate
The less you practice the more you will use your energy to
• Keep the focus
• Find what to say
Practice and Experienced Speakers
Experienced means +50 presentations or +100
hours of presentations
If it is not your case, you will never practice too much
If you are that experienced, you will probably not have time to practice that much
• Your experience will somewhat compensate a lack of practice
• But, if you have a tight schedule and want to impress, you will have to practice
Dress Well
Always dress better than the audience
Show that you respect the audience If you don’t care for your presentation or of the
audience, how will you dress?
• As every day!
But, do not be overdressed
Ask the dressing convention of your community/audience
Avoid Bad Surprises
Ask weeks before your talk to your session chair
or organizer
Talk duration, questions duration
Presence of a projector
If you have a laptop
• Can you use it or do you have to use the computer of the conference?
If you don’t have a laptop
• Is there a computer that you can use?
Avoid Bad Surprises
Ask weeks before your talk to your session
chair or organizer
Audience
• If it is a well known conference, better ask your colleagues/advisor
• If it is not a regular talk at a conference (tutorial, interview, visit, etc.) you must ask
Avoid Bad Surprises
Make backup copies of your slides on two
different supports
Don’t put everything in a same luggage
Make your slides available on-line
Make copies in several versions
In addition to the latest version, for compatibility
issues, use backups in older versions (for PowerPoint it is usually 97-2003)
Check that all copies are the last version of your
Avoid Bad Surprises
Introduce yourself to the session chair or
organizer well before your talk begins
Might be hard to find during big conferences
You have to give a short biography to the session chair
• 3 sentences
Arrive early in the conference room
Don’t hesitate to move chairs or tables to make
Avoid Bad Surprises
Test your presentation
Go through all slides to see if everything is ok
• Must check colors and animations
Test the remote controller
BatteriesAvoid Bad Surprises
If you use your laptop
Restart it half an hour before your presentation
Stop all applications
• Avoid popups
Stop wifi
• Avoid system update popups or reboot
Use a power cable
Deactivate sleep mode, screen saver
Avoid Bad Surprises
Sleep well and eat enough to do not pass out
A small bottle of water might helpSome Facts on the Audience
They want to be elsewhere
Early in the morning: in their bed
Around noon: eating
Early in the afternoon: sleeping at the swimming pool
Late in the afternoon: dinner or social event
In the middle: waiting for the coffee break
Some Facts on the Audience
They don’t know you
They don’t know your work
They don’t know your field
They have no reason to like your work
They have no reason to listen to you
Some Facts on the Audience
They have already ingested boring
presentations
They are laptop addicts
They are reading their emails, browsing the web, reading online newspapers, skyping, etc.
You have to wake them up and catch
their attention
How to react to…?
People you lost
You lost them, so work for the ones you haven’t
lost yet
Don’t repeat what you feel the lost audience
didn’t get
• You will lose the last ones that follow you
Nasty people (aggressive, commenting…)
Focus on other people
Don’t give them the opportunity to disrupt you
Outline
Why should you bother doing talks?
How to structure your talk?
How to make your slides?
How to give your talk?
Great talks examples
Wonderful Examples
Technical talks
Scott Shenker: The Future of Networking, and the Past of Protocols, Open Networking Summit 2011
• Try http://www.youtube.com/watch?v=YHeyuD89n1Y
Hans Rosling: Stats that reshape your worldview, TED 2006.
• Try
http://www.ted.com/talks/hans_rosling_shows_the_b est_stats_you_ve_ever_seen.html
• See http://www.gapminder.org/
Wonderful Examples
General talks (not scientific)
Randy Pausch Last Lecture (in english)
• How to communicate passion?
• Try http://www.youtube.com/watch?v=ji5_MqicxSo
• Or search google for “Randy Pausch Last Lecture”
Wonderful Examples
General talks (not scientific)
Michel Serres aux 40 ans de l’INRIA (in french)
• How to keep an audience of specialists focused during one hour?
– Remember: a clear, well structured and fun story adapted to the audience and told with passion are way more important than any visual support
• Try http://www.youtube.com/watch?v=kRFXFDmqCqY&list=PL6E3E1B24787ECD62
Wonderful Examples
Watch talks on http://www.ted.com/
Extremely high quality standard Elizabeth Gilbert on nurturing creativity
• http://www.ted.com/talks/elizabeth_gilbert_on_genius.html
Thank you!
How to Give a Good Talk
Arnaud Legout
arnaud.legout@inria.fr
Put here title and contact
Everything that facilitates access to your work
Email, URL, etc.
Annex 1
Example of one of my talk
(with annotated slides)
You can access the video recording of the talk (in French) here:
http://videos.rennes.inria.fr/JourneesScientifiques/indexArnaudLegout.html
Check List
My goal?
Convince the audience that I am doing interesting and strong researches with practical impact
My single message?
We collected the entire Twitter social graph and extracted its macrostructure
Audience?
200 computer scientists, but not in my field
Check List
Duration?
20 minutes for the talk
Room characteristics?
Theatre, impossible to move (fixed mic) or touch the screen
Macroscopic Exploration of
the Twitter Social Graph
Arnaud Legout
EPI DIANA, Sophia Antipolis
Friends
Pr
oducer
Consumer
Follow Relationship in Twitter
Alice
Bob
Bob follows Alice
Alice follows Bob
Twi
tter S
oci
al
Graph
Alic
e
Bob
+500 million nodes
+24 billion edges
Challenges
1. Collect the graph
2. Decompose the graph
3. Give a physical meaning
Macrostructure of the Twitter
social graph
SCC
Decomposition
Directed
acyclic
Graph
151
153
155
1%
acc
oun
ts
<0.01% tw
ee
ts
<0.01% edg
es
98% tw
ee
ts
98% edg
es
50% acc
oun
ts
1,5% tweets
5,3% accounts
0% outgoing edges
21,4% acc
oun
ts
0,25% tw
ee
ts
21,6% accounts
99% no edge
80% no tweet
Macroscopic Exploration of the
Twitter Social Graph
Arnaud Legout
EPI DIANA, Sophia Antipolis
arnaud.legout@inria.fr
163
Annex 2
Credi
t
Credit
How to give a bad talk?
By David A. Patterson,
Rolf Riedi, John Ousterhout, Tom Anderson
Browse google for an instance of the presentation
Presentation Zen
by Garr Reynolds
How to give a good research talk
by Simon
Peyton Jones, Microsoft Research, Cambridge
http://www.nanog.org/talkpointers.html
Credit
Colleagues
Much better to be ashamed in front of a colleague than in front of 300 peers